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DOI10.3390/agronomy9010032
Development of a Mushroom Growth Measurement System Applying Deep Learning for Image Recognition
Lu, Chuan-Pin1; Liaw, Jiun-Jian2; Wu, Tzu-Ching1; Hung, Tsung-Fu1
发表日期2019
ISSN2073-4395
卷号9期号:1
英文摘要

In Taiwan, mushrooms are an agricultural product with high nutritional value and economic benefit. However, global warming and climate change have affected plant quality. As a result, technological greenhouses are replacing traditional tin houses as locations for mushroom planting. These greenhouses feature several complex parameters. If we can reduce the complexity such greenhouses and improve the efficiency of their production management using intelligent schemes, technological greenhouses could become the expert assistants of farmers. In this paper, the main goal of the developed system is to measure the mushroom size and to count the amount of mushrooms. According to the results of each measurement, the growth rate of the mushrooms can be estimated. The proposed system also records the data of the mushrooms and broadcasts them to the mobile phone of the farmer. This improves the effectiveness of the production management. The proposed system is based on the convolutional neural network of deep learning, which is used to localize the mushrooms in the image. A positioning correction method is also proposed to modify the localization result. The experiments show that the proposed system has a good performance concerning the image measurement of mushrooms.


WOS研究方向Agriculture ; Plant Sciences
来源期刊AGRONOMY-BASEL
文献类型期刊论文
条目标识符http://gcip.llas.ac.cn/handle/2XKMVOVA/90886
作者单位1.Meiho Univ, Dept Informat Technol, Pingtung 91202, Taiwan;
2.Chaoyang Univ Technol, Dept Informat & Commun Engn, Taichung 41349, Taiwan
推荐引用方式
GB/T 7714
Lu, Chuan-Pin,Liaw, Jiun-Jian,Wu, Tzu-Ching,et al. Development of a Mushroom Growth Measurement System Applying Deep Learning for Image Recognition[J],2019,9(1).
APA Lu, Chuan-Pin,Liaw, Jiun-Jian,Wu, Tzu-Ching,&Hung, Tsung-Fu.(2019).Development of a Mushroom Growth Measurement System Applying Deep Learning for Image Recognition.AGRONOMY-BASEL,9(1).
MLA Lu, Chuan-Pin,et al."Development of a Mushroom Growth Measurement System Applying Deep Learning for Image Recognition".AGRONOMY-BASEL 9.1(2019).
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